FedClust: Optimizing Federated Learning on Non-IID Data through
Weight-Driven Client Clustering

FedClust: Optimizing Federated Learning on Non-IID Data through Weight-Driven Client Clustering

7 March 2024

Md Sirajul Islam

Simin Javaherian

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Papers citing "FedClust: Optimizing Federated Learning on Non-IID Data through Weight-Driven Client Clustering"

11 / 11 papers shown

Title
PGFed: Personalize Each Client's Global Objective for Federated Learning Jun Luo Matías Mendieta Chong Chen Shan-Jyun Wu FedML 78 9 0 02 Dec 2022
Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles Between Client Data Subspaces Saeed Vahidian Mahdi Morafah Weijia Wang Vyacheslav Kungurtsev Chong Chen M. Shah Bill Lin FedML 109 52 0 21 Sep 2022
Federated Learning on Non-IID Data Silos: An Experimental Study Yue Liu Yiqun Diao Quan Chen Bingsheng He FedML OOD 168 996 0 03 Feb 2021
Oort: Efficient Federated Learning via Guided Participant Selection Fan Lai Xiangfeng Zhu H. Madhyastha Mosharaf Chowdhury FedML OODD 126 275 0 12 Oct 2020
Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies Yae Jee Cho Jianyu Wang Gauri Joshi FedML 157 408 0 03 Oct 2020
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Felix Sattler K. Müller Wojciech Samek FedML 167 1,011 0 04 Oct 2019
On the Convergence of FedAvg on Non-IID Data Xiang Li Kaixuan Huang Wenhao Yang Shusen Wang Zhihua Zhang FedML 182 2,356 0 04 Jul 2019
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 289 8,928 0 25 Aug 2017
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 417 17,653 0 17 Feb 2016
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 238 8,363 0 06 Nov 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,575 0 04 Sep 2014